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Author

Hai-Tao Leng

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Aug 2026

A3Bench: an audience-aligned multilingual benchmark for video audience insights understanding

A3Bench is introduced, an audience-aligned benchmark for evaluating video audience insights with large-scale videos and high-quality multilingual comments and Cognition Interaction of Thought (CIoT), a structured reasoning framework that emulates key aspects of cognitive processes is proposed.

Yi-Ming Lei, Guozhen Peng, Ze-Ming Liu et al. · 0 citations
Preprint Aug 2026

MedPixel: A Unified Pixel-Language Model for Medical Reasoning and Segmentation

This work presents MedPixel, a unified medical pixel-language model built around a shared language--mask interface that achieves strong performance in both pixel-level prediction and response generation, together with effective zero-shot transfer to external grounding benchmarks and robustness to imperfect spatial prom...

Haoyu Yang, Meixing Shi, Zeng-Jie Chen et al. · 0 citations

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